Github user Tagar commented on the issue:

    https://github.com/apache/spark/pull/16228
  
    @wzhfy, it's easier to check validity of these type of expressions when you 
look at extreme cases.
    Your formula for full outer join cardinality,
    
    > cardinality = MAX(card(A) + card(B), innerCard(AB)) 
    
    in one of extreme cases when set(A) and set(B) are the same sets, then 
calculated cardinality would be 2 times more of the actual cardinality.
    
    While 
    
    > full_outer_join_cardinality(table_A, table_B) = cardinality(A) + 
cardinality(B) - inner_join_cardinality(table_A, table_B))
    
    will produce correct result. 
    
    ps. I find this visualization 
http://www.radacad.com/wp-content/uploads/2015/07/joins.jpg very helpful. 
    https://en.wikipedia.org/wiki/Inclusion%E2%80%93exclusion_principle A U B = 
A + B - A \ B
    
    Hope this helps. Thanks!


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